Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	66
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.5 KiB
Average record size in memory	116.0 B

Variable types

Numeric	13
Categorical	1

Alerts

`kmeans_labels` has constant value ""	Constant
`Flavanoids` is highly overall correlated with `Proanthocyanins` and 2 other fields	High correlation
`Proanthocyanins` is highly overall correlated with `Flavanoids` and 1 other fields	High correlation
`Proline` is highly overall correlated with `Flavanoids`	High correlation
`Total_Phenols` is highly overall correlated with `Flavanoids` and 1 other fields	High correlation

Reproduction

Analysis started	2023-11-28 13:21:47.578427
Analysis finished	2023-11-28 13:22:19.017286
Duration	31.44 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

Alcohol
Real number (ℝ)

Distinct	55
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.705

Minimum	12.99
Maximum	14.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	12.99
5-th percentile	13.05
Q1	13.345
median	13.725
Q3	14.05
95-th percentile	14.3775
Maximum	14.83
Range	1.84
Interquartile range (IQR)	0.705

Descriptive statistics

Standard deviation	0.44430845
Coefficient of variation (CV)	0.032419442
Kurtosis	-0.46732662
Mean	13.705
Median Absolute Deviation (MAD)	0.35
Skewness	0.27341315
Sum	904.53
Variance	0.19741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.05	4	6.1%
13.58	2	3.0%
13.86	2	3.0%
13.56	2	3.0%
13.83	2	3.0%
13.11	2	3.0%
14.1	2	3.0%
13.48	2	3.0%
14.06	2	3.0%
12.99	1	1.5%
Other values (45)	45	68.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.99	1	1.5%
13.03	1	1.5%
13.05	4	6.1%
13.07	1	1.5%
13.11	2	3.0%
13.16	1	1.5%
13.17	1	1.5%
13.2	1	1.5%
13.24	1	1.5%
13.28	1	1.5%

Value	Count	Frequency (%)
14.83	1	1.5%
14.75	1	1.5%
14.39	1	1.5%
14.38	1	1.5%
14.37	1	1.5%
14.34	1	1.5%
14.3	1	1.5%
14.23	1	1.5%
14.22	1	1.5%
14.2	1	1.5%

Malic_Acid
Real number (ℝ)

Distinct	46
Distinct (%)	69.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7860606

Minimum	0.9
Maximum	2.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.9
5-th percentile	1.275
Q1	1.65
median	1.73
Q3	1.8975
95-th percentile	2.575
Maximum	2.76
Range	1.86
Interquartile range (IQR)	0.2475

Descriptive statistics

Standard deviation	0.35768004
Coefficient of variation (CV)	0.20026198
Kurtosis	1.5865193
Mean	1.7860606
Median Absolute Deviation (MAD)	0.135
Skewness	0.49777494
Sum	117.88
Variance	0.12793501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
1.73	5	7.6%
1.68	3	4.5%
1.67	3	4.5%
1.9	3	4.5%
1.81	3	4.5%
1.65	2	3.0%
1.66	2	3.0%
1.5	2	3.0%
1.77	2	3.0%
1.71	2	3.0%
Other values (36)	39	59.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9	1	1.5%
0.94	1	1.5%
1.01	1	1.5%
1.25	1	1.5%
1.35	1	1.5%
1.43	1	1.5%
1.48	1	1.5%
1.5	2	3.0%
1.51	1	1.5%
1.53	1	1.5%

Value	Count	Frequency (%)
2.76	1	1.5%
2.59	2	3.0%
2.58	1	1.5%
2.56	1	1.5%
2.51	1	1.5%
2.36	1	1.5%
2.16	1	1.5%
2.15	1	1.5%
2.05	1	1.5%
2.02	1	1.5%

Ash
Real number (ℝ)

Distinct	46
Distinct (%)	69.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4392424

Minimum	1.7
Maximum	3.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.7
5-th percentile	2.055
Q1	2.3
median	2.425
Q3	2.635
95-th percentile	2.7875
Maximum	3.22
Range	1.52
Interquartile range (IQR)	0.335

Descriptive statistics

Standard deviation	0.26496044
Coefficient of variation (CV)	0.10862407
Kurtosis	1.1565215
Mean	2.4392424
Median Absolute Deviation (MAD)	0.18
Skewness	-0.27604017
Sum	160.99
Variance	0.070204033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
2.7	4	6.1%
2.36	4	6.1%
2.3	3	4.5%
2.5	2	3.0%
2.6	2	3.0%
2.45	2	3.0%
2.61	2	3.0%
2.1	2	3.0%
2.27	2	3.0%
2.67	2	3.0%
Other values (36)	41	62.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.7	1	1.5%
1.71	1	1.5%
1.92	1	1.5%
2.04	1	1.5%
2.1	2	3.0%
2.12	1	1.5%
2.14	2	3.0%
2.17	1	1.5%
2.21	1	1.5%
2.24	1	1.5%

Value	Count	Frequency (%)
3.22	1	1.5%
2.87	1	1.5%
2.84	1	1.5%
2.8	1	1.5%
2.75	1	1.5%
2.72	1	1.5%
2.7	4	6.1%
2.69	1	1.5%
2.68	2	3.0%
2.67	2	3.0%

Ash_Alcanity
Real number (ℝ)

Distinct	41
Distinct (%)	62.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.086364

Minimum	11.2
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	11.2
5-th percentile	12.8
Q1	16
median	17.15
Q3	20
95-th percentile	25
Maximum	30
Range	18.8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.5777469
Coefficient of variation (CV)	0.1978146
Kurtosis	1.1916217
Mean	18.086364
Median Absolute Deviation (MAD)	1.75
Skewness	0.84701567
Sum	1193.7
Variance	12.800273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
16	6	9.1%
20	6	9.1%
16.8	3	4.5%
17	3	4.5%
18	3	4.5%
17.2	3	4.5%
25	3	4.5%
15.5	2	3.0%
15	2	3.0%
22.5	2	3.0%
Other values (31)	33	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.2	1	1.5%
11.4	1	1.5%
12	1	1.5%
12.4	1	1.5%
14	2	3.0%
14.6	1	1.5%
15	2	3.0%
15.2	1	1.5%
15.5	2	3.0%
15.6	1	1.5%

Value	Count	Frequency (%)
30	1	1.5%
25.5	1	1.5%
25	3	4.5%
24.5	1	1.5%
24	1	1.5%
22.5	2	3.0%
22	1	1.5%
21	1	1.5%
20.5	2	3.0%
20	6	9.1%

Magnesium
Real number (ℝ)

Distinct	37
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	104.62121

Minimum	78
Maximum	139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	78
5-th percentile	87.5
Q1	96
median	102.5
Q3	112.75
95-th percentile	125.5
Maximum	139
Range	61
Interquartile range (IQR)	16.75

Descriptive statistics

Standard deviation	12.317299
Coefficient of variation (CV)	0.11773233
Kurtosis	-0.074133116
Mean	104.62121
Median Absolute Deviation (MAD)	8.5
Skewness	0.41322933
Sum	6905
Variance	151.71585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
101	5	7.6%
98	4	6.1%
110	3	4.5%
118	3	4.5%
108	3	4.5%
96	3	4.5%
94	3	4.5%
89	3	4.5%
91	2	3.0%
100	2	3.0%
Other values (27)	35	53.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
78	1	1.5%
86	2	3.0%
87	1	1.5%
89	3	4.5%
90	1	1.5%
91	2	3.0%
92	1	1.5%
93	1	1.5%
94	3	4.5%
95	1	1.5%

Value	Count	Frequency (%)
139	1	1.5%
132	1	1.5%
127	1	1.5%
126	1	1.5%
124	1	1.5%
121	1	1.5%
120	2	3.0%
118	3	4.5%
117	1	1.5%
116	2	3.0%

Total_Phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	59.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7077273

Minimum	1.35
Maximum	3.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.35
5-th percentile	1.6575
Q1	2.5075
median	2.8
Q3	2.995
95-th percentile	3.3
Maximum	3.88
Range	2.53
Interquartile range (IQR)	0.4875

Descriptive statistics

Standard deviation	0.50502337
Coefficient of variation (CV)	0.1865119
Kurtosis	1.0588011
Mean	2.7077273
Median Absolute Deviation (MAD)	0.2
Skewness	-0.64627461
Sum	178.71
Variance	0.2550486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
2.8	6	9.1%
2.6	5	7.6%
2.95	5	7.6%
3	5	7.6%
3.3	3	4.5%
2.53	2	3.0%
2.98	2	3.0%
2.2	2	3.0%
3.1	2	3.0%
2.85	2	3.0%
Other values (29)	32	48.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.35	1	1.5%
1.4	1	1.5%
1.55	1	1.5%
1.65	1	1.5%
1.68	1	1.5%
1.88	1	1.5%
1.95	1	1.5%
2.1	1	1.5%
2.2	2	3.0%
2.35	1	1.5%

Value	Count	Frequency (%)
3.88	1	1.5%
3.85	1	1.5%
3.4	1	1.5%
3.3	3	4.5%
3.27	1	1.5%
3.25	1	1.5%
3.2	1	1.5%
3.15	1	1.5%
3.1	2	3.0%
3	5	7.6%

Flavanoids
Real number (ℝ)

HIGH CORRELATION

Distinct	58
Distinct (%)	87.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6812121

Minimum	0.5
Maximum	3.93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.735
Q1	2.5125
median	2.895
Q3	3.22
95-th percentile	3.6625
Maximum	3.93
Range	3.43
Interquartile range (IQR)	0.7075

Descriptive statistics

Standard deviation	0.82682435
Coefficient of variation (CV)	0.30837708
Kurtosis	0.83629469
Mean	2.6812121
Median Absolute Deviation (MAD)	0.36
Skewness	-1.2098184
Sum	176.96
Variance	0.68363851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	2	3.0%
2.68	2	3.0%
0.68	2	3.0%
2.69	2	3.0%
3.39	2	3.0%
2.76	2	3.0%
2.98	2	3.0%
2.43	2	3.0%
3.74	1	1.5%
2.78	1	1.5%
Other values (48)	48	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	1.5%
0.68	2	3.0%
0.7	1	1.5%
0.84	1	1.5%
1.1	1	1.5%
1.28	1	1.5%
1.3	1	1.5%
1.31	1	1.5%
1.79	1	1.5%
1.84	1	1.5%

Value	Count	Frequency (%)
3.93	1	1.5%
3.74	1	1.5%
3.69	1	1.5%
3.67	1	1.5%
3.64	1	1.5%
3.56	1	1.5%
3.54	1	1.5%
3.49	1	1.5%
3.4	1	1.5%
3.39	2	3.0%

Nonflavanoid_Phenols
Real number (ℝ)

Distinct	27
Distinct (%)	40.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31181818

Minimum	0.17
Maximum	0.55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.17
5-th percentile	0.2025
Q1	0.26
median	0.29
Q3	0.34
95-th percentile	0.515
Maximum	0.55
Range	0.38
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.09062024
Coefficient of variation (CV)	0.29061885
Kurtosis	0.47094364
Mean	0.31181818
Median Absolute Deviation (MAD)	0.05
Skewness	0.93336473
Sum	20.58
Variance	0.008212028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0.26	7	10.6%
0.29	6	9.1%
0.32	5	7.6%
0.28	4	6.1%
0.21	4	6.1%
0.34	4	6.1%
0.22	4	6.1%
0.27	3	4.5%
0.39	3	4.5%
0.24	3	4.5%
Other values (17)	23	34.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.17	2	3.0%
0.19	1	1.5%
0.2	1	1.5%
0.21	4	6.1%
0.22	4	6.1%
0.24	3	4.5%
0.26	7	10.6%
0.27	3	4.5%
0.28	4	6.1%
0.29	6	9.1%

Value	Count	Frequency (%)
0.55	1	1.5%
0.53	2	3.0%
0.52	1	1.5%
0.5	1	1.5%
0.47	1	1.5%
0.44	1	1.5%
0.43	1	1.5%
0.42	1	1.5%
0.41	1	1.5%
0.4	1	1.5%

Proanthocyanins
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	72.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8259091

Minimum	0.42
Maximum	2.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.42
5-th percentile	1.03
Q1	1.48
median	1.86
Q3	2.095
95-th percentile	2.7825
Maximum	2.96
Range	2.54
Interquartile range (IQR)	0.615

Descriptive statistics

Standard deviation	0.51331795
Coefficient of variation (CV)	0.28113007
Kurtosis	0.49872208
Mean	1.8259091
Median Absolute Deviation (MAD)	0.32
Skewness	-0.15841014
Sum	120.51
Variance	0.26349531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
2.29	3	4.5%
1.46	3	4.5%
1.97	3	4.5%
1.98	3	4.5%
2.38	3	4.5%
1.03	2	3.0%
1.87	2	3.0%
2.03	2	3.0%
1.35	2	3.0%
1.66	2	3.0%
Other values (38)	41	62.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.42	1	1.5%
0.64	1	1.5%
0.73	1	1.5%
1.03	2	3.0%
1.24	1	1.5%
1.25	1	1.5%
1.28	1	1.5%
1.35	2	3.0%
1.36	1	1.5%
1.37	1	1.5%

Value	Count	Frequency (%)
2.96	1	1.5%
2.91	1	1.5%
2.81	2	3.0%
2.7	1	1.5%
2.45	1	1.5%
2.38	3	4.5%
2.34	1	1.5%
2.29	3	4.5%
2.28	1	1.5%
2.18	1	1.5%

Color_Intensity
Real number (ℝ)

Distinct	60
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9210606

Minimum	3.17
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	3.17
5-th percentile	3.535
Q1	4.6
median	5.62
Q3	6.7875
95-th percentile	9.51
Maximum	13
Range	9.83
Interquartile range (IQR)	2.1875

Descriptive statistics

Standard deviation	1.9544782
Coefficient of variation (CV)	0.33008921
Kurtosis	2.3841173
Mean	5.9210606
Median Absolute Deviation (MAD)	1.125
Skewness	1.3082737
Sum	390.79
Variance	3.819985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.6	3	4.5%
6.2	2	3.0%
3.8	2	3.0%
5.4	2	3.0%
4.6	2	3.0%
5.04	1	1.5%
6.1	1	1.5%
8.9	1	1.5%
6.38	1	1.5%
7.05	1	1.5%
Other values (50)	50	75.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.17	1	1.5%
3.35	1	1.5%
3.38	1	1.5%
3.52	1	1.5%
3.58	1	1.5%
3.7	1	1.5%
3.74	1	1.5%
3.8	2	3.0%
3.84	1	1.5%
3.95	1	1.5%

Value	Count	Frequency (%)
13	1	1.5%
11.75	1	1.5%
9.7	1	1.5%
9.58	1	1.5%
9.3	1	1.5%
8.9	1	1.5%
8.7	1	1.5%
8.66	1	1.5%
7.8	1	1.5%
7.5	1	1.5%

Hue
Real number (ℝ)

Distinct	38
Distinct (%)	57.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0359091

Minimum	0.57
Maximum	1.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.57
5-th percentile	0.6125
Q1	0.9575
median	1.07
Q3	1.145
95-th percentile	1.25
Maximum	1.36
Range	0.79
Interquartile range (IQR)	0.1875

Descriptive statistics

Standard deviation	0.18609325
Coefficient of variation (CV)	0.17964246
Kurtosis	0.62172238
Mean	1.0359091
Median Absolute Deviation (MAD)	0.095
Skewness	-0.97204181
Sum	68.37
Variance	0.034630699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1.12	5	7.6%
1.04	4	6.1%
1.25	4	6.1%
1.13	3	4.5%
1.02	3	4.5%
1.09	3	4.5%
1.23	3	4.5%
1.07	3	4.5%
0.57	2	3.0%
0.7	2	3.0%
Other values (28)	34	51.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.57	2	3.0%
0.6	1	1.5%
0.61	1	1.5%
0.62	1	1.5%
0.7	2	3.0%
0.74	1	1.5%
0.86	1	1.5%
0.88	2	3.0%
0.89	1	1.5%
0.91	1	1.5%

Value	Count	Frequency (%)
1.36	1	1.5%
1.31	1	1.5%
1.28	1	1.5%
1.25	4	6.1%
1.24	1	1.5%
1.23	3	4.5%
1.2	1	1.5%
1.19	2	3.0%
1.18	1	1.5%
1.17	1	1.5%

OD280
Real number (ℝ)

Distinct	54
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9293939

Minimum	1.33
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.33
5-th percentile	1.7275
Q1	2.735
median	2.92
Q3	3.345
95-th percentile	3.68
Maximum	4
Range	2.67
Interquartile range (IQR)	0.61

Descriptive statistics

Standard deviation	0.57658111
Coefficient of variation (CV)	0.19682608
Kurtosis	0.56288605
Mean	2.9293939
Median Absolute Deviation (MAD)	0.32
Skewness	-0.78778204
Sum	193.34
Variance	0.33244578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.87	3	4.5%
3.4	2	3.0%
2.78	2	3.0%
3.17	2	3.0%
3.2	2	3.0%
2.93	2	3.0%
2.85	2	3.0%
3.58	2	3.0%
2.82	2	3.0%
3	2	3.0%
Other values (44)	45	68.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.33	1	1.5%
1.62	1	1.5%
1.68	1	1.5%
1.71	1	1.5%
1.78	1	1.5%
1.8	1	1.5%
1.93	1	1.5%
1.96	1	1.5%
2.46	1	1.5%
2.47	1	1.5%

Value	Count	Frequency (%)
4	1	1.5%
3.92	1	1.5%
3.82	1	1.5%
3.71	1	1.5%
3.59	1	1.5%
3.58	2	3.0%
3.56	1	1.5%
3.55	1	1.5%
3.5	1	1.5%
3.47	1	1.5%

Proline
Real number (ℝ)

HIGH CORRELATION

Distinct	54
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1031.3333

Minimum	392
Maximum	1680
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	392
5-th percentile	479.5
Q1	832.5
median	1055
Q3	1268.75
95-th percentile	1502.5
Maximum	1680
Range	1288
Interquartile range (IQR)	436.25

Descriptive statistics

Standard deviation	297.61717
Coefficient of variation (CV)	0.28857515
Kurtosis	-0.38462492
Mean	1031.3333
Median Absolute Deviation (MAD)	220
Skewness	-0.26505925
Sum	68068
Variance	88575.979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1285	3	4.5%
1095	2	3.0%
1045	2	3.0%
1150	2	3.0%
750	2	3.0%
1280	2	3.0%
1035	2	3.0%
780	2	3.0%
1060	2	3.0%
985	2	3.0%
Other values (44)	45	68.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
392	1	1.5%
410	1	1.5%
425	1	1.5%
472	1	1.5%
502	1	1.5%
615	1	1.5%
620	1	1.5%
630	1	1.5%
660	2	3.0%
735	1	1.5%

Value	Count	Frequency (%)
1680	1	1.5%
1547	1	1.5%
1515	1	1.5%
1510	1	1.5%
1480	1	1.5%
1450	1	1.5%
1375	1	1.5%
1320	1	1.5%
1310	1	1.5%
1295	1	1.5%

kmeans_labels
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	1.0 KiB

0	66

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	66
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	66	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	66	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	66	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	66	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	66	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	66	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	66	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	66	100.0%

Auto

Heatmap
Table

	Alcohol	Ash	Ash_Alcanity	Color_Intensity	Flavanoids	Hue	Magnesium	Malic_Acid	Nonflavanoid_Phenols	OD280	Proanthocyanins	Proline	Total_Phenols
Alcohol	1.000	0.019	-0.236	0.368	0.339	0.034	0.066	0.039	0.046	0.165	0.341	0.379	0.320
Ash	0.019	1.000	0.497	0.090	-0.044	0.064	0.366	0.324	0.379	-0.091	-0.019	0.124	0.103
Ash_Alcanity	-0.236	0.497	1.000	0.018	-0.450	-0.088	0.130	0.247	0.256	-0.342	-0.168	-0.336	-0.309
Color_Intensity	0.368	0.090	0.018	1.000	0.269	-0.399	0.144	0.223	0.123	-0.253	0.336	0.239	0.254
Flavanoids	0.339	-0.044	-0.450	0.269	1.000	0.242	0.236	-0.121	-0.322	0.421	0.617	0.548	0.850
Hue	0.034	0.064	-0.088	-0.399	0.242	1.000	-0.016	-0.299	-0.075	0.121	0.073	0.295	0.140
Magnesium	0.066	0.366	0.130	0.144	0.236	-0.016	1.000	0.184	0.107	0.222	0.085	0.216	0.368
Malic_Acid	0.039	0.324	0.247	0.223	-0.121	-0.299	0.184	1.000	0.303	0.040	-0.031	0.076	-0.141
Nonflavanoid_Phenols	0.046	0.379	0.256	0.123	-0.322	-0.075	0.107	0.303	1.000	-0.477	-0.242	-0.152	-0.231
OD280	0.165	-0.091	-0.342	-0.253	0.421	0.121	0.222	0.040	-0.477	1.000	0.306	0.214	0.442
Proanthocyanins	0.341	-0.019	-0.168	0.336	0.617	0.073	0.085	-0.031	-0.242	0.306	1.000	0.246	0.578
Proline	0.379	0.124	-0.336	0.239	0.548	0.295	0.216	0.076	-0.152	0.214	0.246	1.000	0.416
Total_Phenols	0.320	0.103	-0.309	0.254	0.850	0.140	0.368	-0.141	-0.231	0.442	0.578	0.416	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline
0	14.23	1.71	2.43	15.6	127	2.80	3.06	0.28	2.29	5.64	1.04	3.92	1065
1	13.20	1.78	2.14	11.2	100	2.65	2.76	0.26	1.28	4.38	1.05	3.40	1050
2	13.16	2.36	2.67	18.6	101	2.80	3.24	0.30	2.81	5.68	1.03	3.17	1185
3	14.37	1.95	2.50	16.8	113	3.85	3.49	0.24	2.18	7.80	0.86	3.45	1480
4	13.24	2.59	2.87	21.0	118	2.80	2.69	0.39	1.82	4.32	1.04	2.93	735
5	14.20	1.76	2.45	15.2	112	3.27	3.39	0.34	1.97	6.75	1.05	2.85	1450
6	14.39	1.87	2.45	14.6	96	2.50	2.52	0.30	1.98	5.25	1.02	3.58	1290
7	14.06	2.15	2.61	17.6	121	2.60	2.51	0.31	1.25	5.05	1.06	3.58	1295
8	14.83	1.64	2.17	14.0	97	2.80	2.98	0.29	1.98	5.20	1.08	2.85	1045
9	13.86	1.35	2.27	16.0	98	2.98	3.15	0.22	1.85	7.22	1.01	3.55	1045

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline
73	12.99	1.67	2.60	30.0	139	3.30	2.89	0.21	1.96	3.35	1.31	3.50	985
76	13.03	0.90	1.71	16.0	86	1.95	2.03	0.24	1.46	4.60	1.19	2.48	392
141	13.36	2.56	2.35	20.0	89	1.40	0.50	0.37	0.64	5.60	0.70	2.47	780
152	13.11	1.90	2.75	25.5	116	2.20	1.28	0.26	1.56	7.10	0.61	1.33	425
158	14.34	1.68	2.70	25.0	98	2.80	1.31	0.53	2.70	13.00	0.57	1.96	660
159	13.48	1.67	2.64	22.5	89	2.60	1.10	0.52	2.29	11.75	0.57	1.78	620
164	13.78	2.76	2.30	22.0	90	1.35	0.68	0.41	1.03	9.58	0.70	1.68	615
168	13.58	2.58	2.69	24.5	105	1.55	0.84	0.39	1.54	8.66	0.74	1.80	750
172	14.16	2.51	2.48	20.0	91	1.68	0.70	0.44	1.24	9.70	0.62	1.71	660
176	13.17	2.59	2.37	20.0	120	1.65	0.68	0.53	1.46	9.30	0.60	1.62	840

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample